This package performs morphological operations and can compute the Minkowski functionals and functions

These details have not been verified by PyPI

Project links

Homepage

Development Status
- 2 - Pre-Alpha
Intended Audience
- Science/Research
License
- OSI Approved :: GNU General Public License v3 or later (GPLv3+)
Operating System
Programming Language
- C
- Cython
- Python :: 3

Project description

quantimpy

Welcome to QuantImPy, a Python library for scientific image processing.

This code performs morphological operations on Numpy arrays and can compute the Minkowski functionals and functions.

This code is inspired by and partly based on the QuantIm library C/C++ library for scientific image processing.

Documentation can be found on Github.io

This library is available on pypi.org and can be installed using pip:

pip install quantimpy

If you use this package in your research, please cite it as:

Arnout M.P. Boelens, and Hamdi A. Tchelepi, QuantImPy: Minkowski functionals and functions with Python, SoftwareX, Volume 16, 2021, 100823, ISSN 2352-7110, doi: 10.1016/j.softx.2021.100823

Project details

These details have not been verified by PyPI

Project links

Homepage

Development Status
- 2 - Pre-Alpha
Intended Audience
- Science/Research
License
- OSI Approved :: GNU General Public License v3 or later (GPLv3+)
Operating System
Programming Language
- C
- Cython
- Python :: 3

Release history Release notifications | RSS feed

0.4.6

Jun 18, 2022

0.4.5

Apr 26, 2022

0.4.3

Apr 25, 2022

0.4.2

Apr 20, 2022

0.4.0

Mar 23, 2022

This version

0.3.2

Jan 30, 2022

0.3.1

Jan 27, 2022

0.3.0

Jan 25, 2022

0.2.6

Oct 12, 2021

0.2.5

Oct 12, 2021

0.2.4

Sep 21, 2021

0.2.3

Aug 17, 2021

0.2.2

Aug 13, 2021

0.2.1

Apr 6, 2021

0.2.0

Mar 22, 2021

0.1.1

Mar 20, 2021

0.1.0

Jan 29, 2021

Download files

Download the file for your platform. If you're not sure which to choose, learn more about installing packages.

Source Distributions

No source distribution files available for this release.See tutorial on generating distribution archives.

Built Distributions

quantimpy-0.3.2-cp39-cp39-win_amd64.whl (87.4 kB view hashes)

Uploaded Jan 30, 2022 CPython 3.9 Windows x86-64

quantimpy-0.3.2-cp39-cp39-win32.whl (75.7 kB view hashes)

Uploaded Jan 30, 2022 CPython 3.9 Windows x86

quantimpy-0.3.2-cp39-cp39-musllinux_1_1_x86_64.whl (445.6 kB view hashes)

Uploaded Jan 30, 2022 CPython 3.9 musllinux: musl 1.1+ x86-64

quantimpy-0.3.2-cp39-cp39-musllinux_1_1_i686.whl (420.4 kB view hashes)

Uploaded Jan 30, 2022 CPython 3.9 musllinux: musl 1.1+ i686

quantimpy-0.3.2-cp39-cp39-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl (437.5 kB view hashes)

Uploaded Jan 30, 2022 CPython 3.9 manylinux: glibc 2.17+ x86-64 manylinux: glibc 2.5+ x86-64

quantimpy-0.3.2-cp39-cp39-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl (399.7 kB view hashes)

Uploaded Jan 30, 2022 CPython 3.9 manylinux: glibc 2.17+ i686 manylinux: glibc 2.5+ i686

quantimpy-0.3.2-cp39-cp39-macosx_10_9_x86_64.whl (111.8 kB view hashes)

Uploaded Jan 30, 2022 CPython 3.9 macOS 10.9+ x86-64

quantimpy-0.3.2-cp38-cp38-win_amd64.whl (86.8 kB view hashes)

Uploaded Jan 30, 2022 CPython 3.8 Windows x86-64

quantimpy-0.3.2-cp38-cp38-win32.whl (76.1 kB view hashes)

Uploaded Jan 30, 2022 CPython 3.8 Windows x86

quantimpy-0.3.2-cp38-cp38-musllinux_1_1_x86_64.whl (486.3 kB view hashes)

Uploaded Jan 30, 2022 CPython 3.8 musllinux: musl 1.1+ x86-64

quantimpy-0.3.2-cp38-cp38-musllinux_1_1_i686.whl (453.4 kB view hashes)

Uploaded Jan 30, 2022 CPython 3.8 musllinux: musl 1.1+ i686

quantimpy-0.3.2-cp38-cp38-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl (446.7 kB view hashes)

Uploaded Jan 30, 2022 CPython 3.8 manylinux: glibc 2.17+ x86-64 manylinux: glibc 2.5+ x86-64

quantimpy-0.3.2-cp38-cp38-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl (409.0 kB view hashes)

Uploaded Jan 30, 2022 CPython 3.8 manylinux: glibc 2.17+ i686 manylinux: glibc 2.5+ i686

quantimpy-0.3.2-cp38-cp38-macosx_10_9_x86_64.whl (109.8 kB view hashes)

Uploaded Jan 30, 2022 CPython 3.8 macOS 10.9+ x86-64

quantimpy-0.3.2-cp37-cp37m-win_amd64.whl (85.5 kB view hashes)

Uploaded Jan 30, 2022 CPython 3.7m Windows x86-64

quantimpy-0.3.2-cp37-cp37m-win32.whl (74.9 kB view hashes)

Uploaded Jan 30, 2022 CPython 3.7m Windows x86

quantimpy-0.3.2-cp37-cp37m-musllinux_1_1_x86_64.whl (414.5 kB view hashes)

Uploaded Jan 30, 2022 CPython 3.7m musllinux: musl 1.1+ x86-64

quantimpy-0.3.2-cp37-cp37m-musllinux_1_1_i686.whl (386.1 kB view hashes)

Uploaded Jan 30, 2022 CPython 3.7m musllinux: musl 1.1+ i686

quantimpy-0.3.2-cp37-cp37m-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl (406.3 kB view hashes)

Uploaded Jan 30, 2022 CPython 3.7m manylinux: glibc 2.17+ x86-64 manylinux: glibc 2.5+ x86-64

quantimpy-0.3.2-cp37-cp37m-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl (369.9 kB view hashes)

Uploaded Jan 30, 2022 CPython 3.7m manylinux: glibc 2.17+ i686 manylinux: glibc 2.5+ i686

quantimpy-0.3.2-cp37-cp37m-macosx_10_9_x86_64.whl (107.0 kB view hashes)

Uploaded Jan 30, 2022 CPython 3.7m macOS 10.9+ x86-64

quantimpy-0.3.2-cp36-cp36m-win_amd64.whl (90.2 kB view hashes)

Uploaded Jan 30, 2022 CPython 3.6m Windows x86-64

quantimpy-0.3.2-cp36-cp36m-win32.whl (78.2 kB view hashes)

Uploaded Jan 30, 2022 CPython 3.6m Windows x86

quantimpy-0.3.2-cp36-cp36m-musllinux_1_1_x86_64.whl (412.2 kB view hashes)

Uploaded Jan 30, 2022 CPython 3.6m musllinux: musl 1.1+ x86-64

quantimpy-0.3.2-cp36-cp36m-musllinux_1_1_i686.whl (387.6 kB view hashes)

Uploaded Jan 30, 2022 CPython 3.6m musllinux: musl 1.1+ i686

quantimpy-0.3.2-cp36-cp36m-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl (407.0 kB view hashes)

Uploaded Jan 30, 2022 CPython 3.6m manylinux: glibc 2.17+ x86-64 manylinux: glibc 2.5+ x86-64

quantimpy-0.3.2-cp36-cp36m-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl (370.5 kB view hashes)

Uploaded Jan 30, 2022 CPython 3.6m manylinux: glibc 2.17+ i686 manylinux: glibc 2.5+ i686

quantimpy-0.3.2-cp36-cp36m-macosx_10_9_x86_64.whl (107.2 kB view hashes)

Uploaded Jan 30, 2022 CPython 3.6m macOS 10.9+ x86-64

Hashes for quantimpy-0.3.2-cp39-cp39-win_amd64.whl

Hashes for quantimpy-0.3.2-cp39-cp39-win_amd64.whl
Algorithm	Hash digest
SHA256	`c4a1d726949014572288950884e8c1d091551c56f6ba36ecfd514731bfd62f6e`
MD5	`5f313b0dd2c9a09b2087b1f2cbdea204`
BLAKE2b-256	`a334f781cfa5e467cc6fc623356e153ae25304edb49c1270a0cf227cd3fde131`

Hashes for quantimpy-0.3.2-cp39-cp39-win32.whl

Hashes for quantimpy-0.3.2-cp39-cp39-win32.whl
Algorithm	Hash digest
SHA256	`8447c98807db34b5bd89434a6ef197e19928d1e77d71c5adf25c35c759746360`
MD5	`a32d3a5504332222378dfeb4ed1b8148`
BLAKE2b-256	`be6272c3a48c3be77bacebb68d34a49d0d09d75f9440a32c3cf0ac423bc361ed`

Hashes for quantimpy-0.3.2-cp39-cp39-musllinux_1_1_x86_64.whl

Hashes for quantimpy-0.3.2-cp39-cp39-musllinux_1_1_x86_64.whl
Algorithm	Hash digest
SHA256	`e942c29b077c64c06f994521d1fc6fc6bdea976340bb6667c7a0d0bce0ca19fb`
MD5	`555d2edd036f58aafa6c6fef9d787480`
BLAKE2b-256	`503d9614721cfd018403afe61fdc35f8c826f0e2b9103f490e53a3948d2cbb38`

Hashes for quantimpy-0.3.2-cp39-cp39-musllinux_1_1_i686.whl

Hashes for quantimpy-0.3.2-cp39-cp39-musllinux_1_1_i686.whl
Algorithm	Hash digest
SHA256	`306459826a53a0815cd96d60192529604c492036ab9ad1039e3a874babf1b019`
MD5	`4cd3e6fb6f89a73b4a585dbbe5697cc6`
BLAKE2b-256	`de85998d5ca29e17e7886f008b9e1167c438f988529a3a69e5f67d52cf15166b`

Hashes for quantimpy-0.3.2-cp39-cp39-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl

Hashes for quantimpy-0.3.2-cp39-cp39-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm	Hash digest
SHA256	`e2b05a6a21b157996b671182c79194ad781deab5806e7c276bf51f9d7413a5bd`
MD5	`1bb5527f99268303c9c6feb8cbe1bd9d`
BLAKE2b-256	`00ebb199cb87047bd4f20274554bbbf1a4007ac7a9ad1fd41f1832ff706c85a0`

Hashes for quantimpy-0.3.2-cp39-cp39-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl

Hashes for quantimpy-0.3.2-cp39-cp39-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl
Algorithm	Hash digest
SHA256	`f5fd75bce301e503e7a53de79466e5f3172f2c1903137bfd0c23533bad868479`
MD5	`dfaa4777c374fddd87ec7cd6a242adb8`
BLAKE2b-256	`1c2345757ed1b0abb7384a50cf43f7590711781bb8ce8a7308747482fb32ee04`

Hashes for quantimpy-0.3.2-cp39-cp39-macosx_10_9_x86_64.whl

Hashes for quantimpy-0.3.2-cp39-cp39-macosx_10_9_x86_64.whl
Algorithm	Hash digest
SHA256	`895c71c14d25d92f92a65a8df5437de3f07ae44e1df6c533bc6508450a47b81d`
MD5	`70b0092dc2d7f3d74c636f8c4b9b0555`
BLAKE2b-256	`b6c5586cdf89dceed7622a9bcd69d7a0e17076ac3fe712bf8394c4cd57a5f9d5`

Hashes for quantimpy-0.3.2-cp38-cp38-win_amd64.whl

Hashes for quantimpy-0.3.2-cp38-cp38-win_amd64.whl
Algorithm	Hash digest
SHA256	`d4b45651947d2a00d8bf714be8085c2070876e2c909f4ff6248d1a39bac6a20e`
MD5	`da18676f4d903efa5665f8dc89f8bee2`
BLAKE2b-256	`046fa2d10439c289d778ac0f7b7b42e74e15c5e779fc2c5efeef704513401d73`

Hashes for quantimpy-0.3.2-cp38-cp38-win32.whl

Hashes for quantimpy-0.3.2-cp38-cp38-win32.whl
Algorithm	Hash digest
SHA256	`e69df3e334e41ae66b428732110cfec9fe299d68816b5bee1967613202b087bb`
MD5	`e949a170c9812b93d8737b973bf95e1f`
BLAKE2b-256	`104517de858fb6dfcf3b903bef89c7e50bae12496ca042ed68b26f3b3ca92927`

Hashes for quantimpy-0.3.2-cp38-cp38-musllinux_1_1_x86_64.whl

Hashes for quantimpy-0.3.2-cp38-cp38-musllinux_1_1_x86_64.whl
Algorithm	Hash digest
SHA256	`dc14f4634cb974bfaecf3799de192917b2c0db43f659fe5871bfd9671d8e4704`
MD5	`9eaa8eacc44479b036594d6dbd06eb51`
BLAKE2b-256	`6934becfa6f9a4845d1147fed446680f55c04f9a986c1064713f5c1da449a891`

Hashes for quantimpy-0.3.2-cp38-cp38-musllinux_1_1_i686.whl

Hashes for quantimpy-0.3.2-cp38-cp38-musllinux_1_1_i686.whl
Algorithm	Hash digest
SHA256	`03c1f8ada9882bebbb8458a530a76c24934405e53b3dafff93e61cc0e75d50fc`
MD5	`f38aa9a91bf40dc9e109d9360d486a99`
BLAKE2b-256	`c5a2ec9989ac804dd78d2a95a9dfbf44d7a14c004dbd1fcaf71bc36e4cf0b826`

Hashes for quantimpy-0.3.2-cp38-cp38-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl

Hashes for quantimpy-0.3.2-cp38-cp38-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm	Hash digest
SHA256	`b6969b760f598bac56dfb04929bbacdc7e026f30eee8a794b5415543428fe25d`
MD5	`53cee533b3d38a462307f474c2025332`
BLAKE2b-256	`2a61a9e6d75b41c71baeb831b65ba472fea45abe853a64e88b75783efd23103b`

Hashes for quantimpy-0.3.2-cp38-cp38-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl

Hashes for quantimpy-0.3.2-cp38-cp38-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl
Algorithm	Hash digest
SHA256	`f401da0647ec5dd32db1df87c12152c75cc868d30454e275eb68e669e80eaffa`
MD5	`8d20d5bcc3fea2facdb3abbf7c9f3c5e`
BLAKE2b-256	`4b32c8f605c14aac53e9758fd3596c5f7e9bc956e1ee716917e634f4c9177981`

Hashes for quantimpy-0.3.2-cp38-cp38-macosx_10_9_x86_64.whl

Hashes for quantimpy-0.3.2-cp38-cp38-macosx_10_9_x86_64.whl
Algorithm	Hash digest
SHA256	`049cd6abafe48e762fc96e492d4c8f37c29330bdd6acc8f135588206fae25f65`
MD5	`5970f662cc6817938bd2254e59aef542`
BLAKE2b-256	`0676febf321082a49b4949377cc59324cf293a37e12d72a19a3583667be82987`

Hashes for quantimpy-0.3.2-cp37-cp37m-win_amd64.whl

Hashes for quantimpy-0.3.2-cp37-cp37m-win_amd64.whl
Algorithm	Hash digest
SHA256	`4e2476f38ec458ac952e3e0dfefe783f93d1fa62294aa426a270705253df5f32`
MD5	`e5607aa94579a34558d9464753a23b4b`
BLAKE2b-256	`bbb614de546a991fdd1dbaed17ee72405028194694ae3aa18c28fedad8c05e35`

Hashes for quantimpy-0.3.2-cp37-cp37m-win32.whl

Hashes for quantimpy-0.3.2-cp37-cp37m-win32.whl
Algorithm	Hash digest
SHA256	`d1585fd2f4642c44e6f06074a2eeb6c29f2cf002a600cf70cbf5714c842c6b13`
MD5	`ef6e51d44812b4d09f800b289ab2388e`
BLAKE2b-256	`8e6f862f34f08e64e75aad7b12545847b73a77bede16387d2f0285b2c4390f1e`

Hashes for quantimpy-0.3.2-cp37-cp37m-musllinux_1_1_x86_64.whl

Hashes for quantimpy-0.3.2-cp37-cp37m-musllinux_1_1_x86_64.whl
Algorithm	Hash digest
SHA256	`9961a1857cab03ba35875323e1b1daacfa152403cdd0df68e07906ebf0be168f`
MD5	`54f3ad8ffecbbf77ac724d9dd30e989a`
BLAKE2b-256	`16da88b84d29505a00379813d6563d1bf59bee85392945807621225fb6a0638f`

Hashes for quantimpy-0.3.2-cp37-cp37m-musllinux_1_1_i686.whl

Hashes for quantimpy-0.3.2-cp37-cp37m-musllinux_1_1_i686.whl
Algorithm	Hash digest
SHA256	`c0d0090aff7a914854b2c2faf5c0a2cd48f9a7b5209a66a017f0c9ffa0a1b856`
MD5	`83f3b6fc539b0eb13793f3e53155c967`
BLAKE2b-256	`90116fe7559e43274a475e5dcddcedac49ec9a033e727eff420f5f67c95b5845`

Hashes for quantimpy-0.3.2-cp37-cp37m-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl

Hashes for quantimpy-0.3.2-cp37-cp37m-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm	Hash digest
SHA256	`82ef6c57f2a4dc61082cb9c51cfb48182ec275c9500a5edf15427e0866f79fa3`
MD5	`4cbc32950f486f0ca4059a876d665709`
BLAKE2b-256	`6df11d411c40c615ff98ea19d12abb2c8f3761cc16175bd385a555bd42049154`

Hashes for quantimpy-0.3.2-cp37-cp37m-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl

Hashes for quantimpy-0.3.2-cp37-cp37m-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl
Algorithm	Hash digest
SHA256	`bd635546ba6b63f2318119180f1f5c9648b027aeb1839faa7c5f56e5011dec6a`
MD5	`ffc8b499234bc813ac0d4ae1ea10c395`
BLAKE2b-256	`fe311279accc4c072dacfcb63e25686d4cc001ecafb89c1e812c7c18a505d7ee`

Hashes for quantimpy-0.3.2-cp37-cp37m-macosx_10_9_x86_64.whl

Hashes for quantimpy-0.3.2-cp37-cp37m-macosx_10_9_x86_64.whl
Algorithm	Hash digest
SHA256	`d51c1c95501e31a65dc4da9f6715248bf0a20cba3588e719692a90d2cabc4efb`
MD5	`6e1ff43210ebda1b5b4488233c53aeb6`
BLAKE2b-256	`e0f09155fb044408cb0029cd43c0fd50e160eb4b74c452d15d41070b8fedb9e9`

Hashes for quantimpy-0.3.2-cp36-cp36m-win_amd64.whl

Hashes for quantimpy-0.3.2-cp36-cp36m-win_amd64.whl
Algorithm	Hash digest
SHA256	`6a8bc16b24271e2d659b8c0f7eef10f55102bdd1cb7733f5d03a3522be60ab35`
MD5	`6e732a1b917012838eab462c8c1a4e42`
BLAKE2b-256	`2ca4718c0d29b1ef8cccad6ae7eb62aaf0efd074d29010616c499f33f6273914`

Hashes for quantimpy-0.3.2-cp36-cp36m-win32.whl

Hashes for quantimpy-0.3.2-cp36-cp36m-win32.whl
Algorithm	Hash digest
SHA256	`85c466c231862640f75e260560fc20cb3dd0f61ab9a0a68b5ab4ecb4bf1d79da`
MD5	`9660872700def6d3d0532e0ec8c957ed`
BLAKE2b-256	`eccaaf093b6df90b9d550b87f67efa8ba033a4c8f52b977d9c74a1d36fee4dde`

Hashes for quantimpy-0.3.2-cp36-cp36m-musllinux_1_1_x86_64.whl

Hashes for quantimpy-0.3.2-cp36-cp36m-musllinux_1_1_x86_64.whl
Algorithm	Hash digest
SHA256	`6aba898b8ec8cb037fea77fdeddf71fea2558afc1f5f0ca2ffcf962589cf5797`
MD5	`32c695ce3935ef3b4e91e2076cf65f9e`
BLAKE2b-256	`85bc489ef154118a0197cf63be186b988098c5deceab7816e40e66344872f1a0`

Hashes for quantimpy-0.3.2-cp36-cp36m-musllinux_1_1_i686.whl

Hashes for quantimpy-0.3.2-cp36-cp36m-musllinux_1_1_i686.whl
Algorithm	Hash digest
SHA256	`a9d95ce9f8f9fc73c7cfeeac0e05c03faf662ce20fe2ea8515e63a47983eef73`
MD5	`c4002cb98614d2e30ac65dae2f51111f`
BLAKE2b-256	`366e1311ce6bcc4405918e3bc08c4d256537b86568e5ec5725449e204be6db4b`

Hashes for quantimpy-0.3.2-cp36-cp36m-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl

Hashes for quantimpy-0.3.2-cp36-cp36m-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm	Hash digest
SHA256	`960087e9081349c5d8c49b4edabde3d00fbc73be3e9c64f03abe8825c7165238`
MD5	`12840f754fccd6a4f5c0efba2eaf33e1`
BLAKE2b-256	`33abed69e1fcf655d9b4328d4b46427caa00ab1744018dac8aaa71468df50c7c`

Hashes for quantimpy-0.3.2-cp36-cp36m-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl

Hashes for quantimpy-0.3.2-cp36-cp36m-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl
Algorithm	Hash digest
SHA256	`a109639fa1bf535858977fe999f9b01d6459d24cd952d38ff7627096b63a317b`
MD5	`da588ec41a8d22bb293a9f49a79d5826`
BLAKE2b-256	`73aa7d3e844b5832b44d7a98e7148a14a279af2b432437570ecfdee59a7b73fa`

Hashes for quantimpy-0.3.2-cp36-cp36m-macosx_10_9_x86_64.whl

Hashes for quantimpy-0.3.2-cp36-cp36m-macosx_10_9_x86_64.whl
Algorithm	Hash digest
SHA256	`78c70ee6a834d6eb1281429a5289006845ff0430a9f4faf2007abf40cfb76672`
MD5	`1bcb9020ed256db47973edb8c2cdcc66`
BLAKE2b-256	`a3d8b667e4d0e8f61b907fe572b561bdb7c5439c24c07a01243ca9316354418c`